{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dc7a53ad-31cf-49db-ae19-87fe88a22878",
   "metadata": {},
   "source": [
    "##### ❇️ Matplotlib: Polar scatter plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6668d0a6-dde4-484a-bcd0-31d19e234b74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Compute areas and colors\n",
    "N = 150\n",
    "r = 2 * np.random.rand(N)\n",
    "theta = 2 * np.pi * np.random.rand(N)\n",
    "\n",
    "# area of each circle representing each data point\n",
    "area = 200 * r**2 \n",
    "\n",
    "colors = theta\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "# Setting up projection as 'polar', So that\n",
    "# scatter plot is created on polar coordinates\n",
    "ax = fig.add_subplot(projection='polar')\n",
    "\n",
    "c = ax.scatter(theta, r, c=colors, s=area, cmap='hsv', alpha=0.75)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "284efb5d-f58c-4d7c-956b-6426b4c49b48",
   "metadata": {},
   "source": [
    "##### ❇️ Hope you enjoyed reading!! 📖 \n",
    "##### ❇️ follow → @akshay_pachaar  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b60451d-5329-42f5-84bf-7a68e401ee50",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_twitter",
   "language": "python",
   "name": "env_twitter"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
